Live Demos

Try TransferOracle structural auditing directly in your browser. No sign-up required. Each demo calls the real API — same engine used in production.

Model Health Check

Upload training and deployment embeddings — get a structural diagnosis before you ship. Traffic-light verdict with per-class coverage breakdown.

Compare quantization variants side-by-side. See which INT8/INT4/FP8 config preserves your model best — and which classes each variant puts at risk.

Watch structural auditing happen live. Simulated inference stream with anomaly gauge, timeline visualisation, and per-vector verdict log.

These demos are rate-limited previews. The full API and on-premise solutions handle production-scale workloads.

Try it now

pip install growt-client

CUDA & FPGA

TransferOracle plugs directly into the tools you already use. No workflow changes required.

MLflow

mlflow.evaluate(evaluators=["growt"])

NVIDIA ModelOpt

pip install growt-modelopt

NVIDIA Triton

growt-triton backend

vLLM

pip install growt-vllm

All plugins on GitHub under MPL-2.0 license.